“And the winner is… Ben!” The words, announced in a jovial voice, seemed to reverberate in Maria's ears, each echo a fresh wound. She felt a burning sensation in her chest, a tightness that made it hard to breathe. The applause felt like a distant, cruel mockery.

She gave a polite smile and clapped, her hands frozen mid-air, a marionette on a taut string. The small talk was excruciating. Each well-meaning colleague's remark only served to twist the knife.

She slipped away, feigning a sudden headache. The elevator ride down seemed to take forever. The world outside seemed a little less bright, the air heavy with an unspoken truth.

Emotion: humiliated

Cluster: Embarrassment
PC1 (Valence): -1.79 Negative
PC2 (Disposition): 0.93

Role in Research

This story is one of 1,000 stories generated for the emotion humiliated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 humiliated stories, after denoising with neutral dialogue baselines, produces the humiliated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the humiliated vector is projected through the unembedding matrix.

Promoted:
C0.370
l0.329
尴尬0.322
ness0.303
because0.298
Suppressed:
de-0.369
own-0.254
😍-0.253
🤩-0.245
cautiously-0.228